Wonderful Wines of the World Pandas Profiling Report

Dataset statistics

Number of variables	30
Number of observations	10001
Missing cells	2
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	232.0 B

Variable types

Numeric	19
Categorical	11

Warnings

`Age` is highly correlated with `Income`	High correlation
`Income` is highly correlated with `Age`	High correlation
`Freq` is highly correlated with `Monetary` and 1 other fields	High correlation
`Monetary` is highly correlated with `Freq` and 1 other fields	High correlation
`LTV` is highly correlated with `Freq` and 1 other fields	High correlation
`SMRack` is highly correlated with `LGRack` and 7 other fields	High correlation
`LGRack` is highly correlated with `SMRack` and 7 other fields	High correlation
`Humid` is highly correlated with `SMRack` and 7 other fields	High correlation
`Spcork` is highly correlated with `SMRack` and 7 other fields	High correlation
`Bucket` is highly correlated with `SMRack` and 7 other fields	High correlation
`Access` is highly correlated with `SMRack` and 7 other fields	High correlation
`Complain` is highly correlated with `SMRack` and 7 other fields	High correlation
`Mailfriend` is highly correlated with `SMRack` and 7 other fields	High correlation
`Emailfriend` is highly correlated with `SMRack` and 7 other fields	High correlation
`Custid` is uniformly distributed	Uniform
`LTV` has 269 (2.7%) zeros	Zeros
`Perdeal` has 144 (1.4%) zeros	Zeros
`Sweetred` has 921 (9.2%) zeros	Zeros
`Sweetwh` has 909 (9.1%) zeros	Zeros
`Dessert` has 927 (9.3%) zeros	Zeros
`Exotic` has 104 (1.0%) zeros	Zeros

Reproduction

Analysis started	2021-02-23 12:06:48.506719
Analysis finished	2021-02-23 12:07:41.655220
Duration	53.15 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

Custid
Real number (ℝ_≥0)

UNIFORM

Distinct	10000
Distinct (%)	100.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	6000.5
Minimum	1001
Maximum	11000
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1001
5-th percentile	1500.95
Q1	3500.75
median	6000.5
Q3	8500.25
95-th percentile	10500.05
Maximum	11000
Range	9999
Interquartile range (IQR)	4999.5

Descriptive statistics

Standard deviation	2886.89568
Coefficient of variation (CV)	0.4811091876
Kurtosis	-1.2
Mean	6000.5
Median Absolute Deviation (MAD)	2500
Skewness	0
Sum	60005000
Variance	8334166.667
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9735	1	< 0.1%
8533	1	< 0.1%
7788	1	< 0.1%
3843	1	< 0.1%
5284	1	< 0.1%
4743	1	< 0.1%
1247	1	< 0.1%
3409	1	< 0.1%
1197	1	< 0.1%
10479	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1001	1	< 0.1%
1002	1	< 0.1%
1003	1	< 0.1%
1004	1	< 0.1%
1005	1	< 0.1%
1006	1	< 0.1%
1007	1	< 0.1%
1008	1	< 0.1%
1009	1	< 0.1%
1010	1	< 0.1%

Value	Count	Frequency (%)
11000	1	< 0.1%
10999	1	< 0.1%
10998	1	< 0.1%
10997	1	< 0.1%
10996	1	< 0.1%
10995	1	< 0.1%
10994	1	< 0.1%
10993	1	< 0.1%
10992	1	< 0.1%
10991	1	< 0.1%

Dayswus
Real number (ℝ_≥0)

Distinct	702
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	898.102
Minimum	550
Maximum	1250
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	550
5-th percentile	586
Q1	724
median	894
Q3	1074
95-th percentile	1216
Maximum	1250
Range	700
Interquartile range (IQR)	350

Descriptive statistics

Standard deviation	202.4826639
Coefficient of variation (CV)	0.2254561998
Kurtosis	-1.200677417
Mean	898.102
Median Absolute Deviation (MAD)	176
Skewness	0.02359517137
Sum	8981918.102
Variance	40999.2292
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1199	29	0.3%
953	27	0.3%
921	24	0.2%
671	24	0.2%
587	24	0.2%
1079	24	0.2%
1115	23	0.2%
635	23	0.2%
794	23	0.2%
892	23	0.2%
Other values (692)	9757	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
550	14	0.1%
551	9	0.1%
552	12	0.1%
553	16	0.2%
554	15	0.1%
555	16	0.2%
556	15	0.1%
557	17	0.2%
558	15	0.1%
559	9	0.1%

Value	Count	Frequency (%)
1250	2	< 0.1%
1249	12	0.1%
1248	13	0.1%
1247	20	0.2%
1246	12	0.1%
1245	17	0.2%
1244	15	0.1%
1243	15	0.1%
1242	14	0.1%
1241	11	0.1%

Age
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	62
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	47.9273
Minimum	18
Maximum	78
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	18
5-th percentile	21
Q1	33
median	48
Q3	63
95-th percentile	75
Maximum	78
Range	60
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	17.30185582
Coefficient of variation (CV)	0.3610020973
Kurtosis	-1.19692013
Mean	47.9273
Median Absolute Deviation (MAD)	15
Skewness	-0.01035634623
Sum	479320.9273
Variance	299.3542147
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
63	190	1.9%
22	188	1.9%
65	188	1.9%
53	187	1.9%
35	186	1.9%
61	183	1.8%
55	183	1.8%
40	182	1.8%
38	182	1.8%
54	180	1.8%
Other values (52)	8152	81.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	90	0.9%
19	169	1.7%
20	175	1.7%
21	176	1.8%
22	188	1.9%
23	157	1.6%
24	149	1.5%
25	164	1.6%
26	167	1.7%
27	162	1.6%

Value	Count	Frequency (%)
78	81	0.8%
77	160	1.6%
76	156	1.6%
75	150	1.5%
74	171	1.7%
73	158	1.6%
72	173	1.7%
71	163	1.6%
70	163	1.6%
69	155	1.5%

Edu
Real number (ℝ_≥0)

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.7391
Minimum	12
Maximum	20
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	12
5-th percentile	14
Q1	15
median	17
Q3	18
95-th percentile	20
Maximum	20
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.876281213
Coefficient of variation (CV)	0.1120897308
Kurtosis	-0.8286058243
Mean	16.7391
Median Absolute Deviation (MAD)	2
Skewness	-0.06576309637
Sum	167407.7391
Variance	3.52043119
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
16	1709	17.1%
15	1708	17.1%
17	1603	16.0%
18	1598	16.0%
19	1463	14.6%
14	977	9.8%
20	683	6.8%
13	169	1.7%
12	90	0.9%
16.7391	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	90	0.9%
13	169	1.7%
14	977	9.8%
15	1708	17.1%
16	1709	17.1%
16.7391	1	< 0.1%
17	1603	16.0%
18	1598	16.0%
19	1463	14.6%
20	683	6.8%

Value	Count	Frequency (%)
20	683	6.8%
19	1463	14.6%
18	1598	16.0%
17	1603	16.0%
16.7391	1	< 0.1%
16	1709	17.1%
15	1708	17.1%
14	977	9.8%
13	169	1.7%
12	90	0.9%

Income
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	9459
Distinct (%)	94.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69904.358
Minimum	10000
Maximum	140628
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	10000
5-th percentile	26152
Q1	47646
median	70009
Q3	92147
95-th percentile	113311
Maximum	140628
Range	130628
Interquartile range (IQR)	44501

Descriptive statistics

Standard deviation	27610.85266
Coefficient of variation (CV)	0.3949804197
Kurtosis	-0.9246030945
Mean	69904.358
Median Absolute Deviation (MAD)	22263
Skewness	0.005863360532
Sum	699113484.4
Variance	762359184.9
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	40	0.4%
94817	4	< 0.1%
64185	4	< 0.1%
51743	3	< 0.1%
59145	3	< 0.1%
99452	3	< 0.1%
66441	3	< 0.1%
76133	3	< 0.1%
38493	3	< 0.1%
106995	3	< 0.1%
Other values (9449)	9932	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	40	0.4%
10182	1	< 0.1%
10186	1	< 0.1%
10608	1	< 0.1%
10886	1	< 0.1%
11347	1	< 0.1%
11360	1	< 0.1%
11437	1	< 0.1%
11474	1	< 0.1%
11683	1	< 0.1%

Value	Count	Frequency (%)
140628	1	< 0.1%
139730	1	< 0.1%
137338	1	< 0.1%
137053	1	< 0.1%
136922	1	< 0.1%
136690	1	< 0.1%
136213	1	< 0.1%
136192	1	< 0.1%
135959	1	< 0.1%
135789	1	< 0.1%

Kidhome
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	586.1 KiB

0.0	5812
1.0	4188
0.4188	1

Length

Max length	6
Median length	3
Mean length	3.00029997
Min length	3

Characters and Unicode

Total characters	30006
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Value	Count	Frequency (%)
0.0	5812	58.1%
1.0	4188	41.9%
0.4188	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	5812	58.1%
1.0	4188	41.9%
0.4188	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	15813	52.7%
.	10001	33.3%
1	4189	14.0%
8	2	< 0.1%
4	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20005	66.7%
Other Punctuation	10001	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	15813	79.0%
1	4189	20.9%
8	2	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
.	10001	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	30006	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	15813	52.7%
.	10001	33.3%
1	4189	14.0%
8	2	< 0.1%
4	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30006	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	15813	52.7%
.	10001	33.3%
1	4189	14.0%
8	2	< 0.1%
4	1	< 0.1%

Teenhome
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	586.1 KiB

0.0	5302
1.0	4698
0.4698	1

Length

Max length	6
Median length	3
Mean length	3.00029997
Min length	3

Characters and Unicode

Total characters	30006
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	1.0

Value	Count	Frequency (%)
0.0	5302	53.0%
1.0	4698	47.0%
0.4698	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0.0	5302	53.0%
1.0	4698	47.0%
0.4698	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	15303	51.0%
.	10001	33.3%
1	4698	15.7%
4	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	20005	66.7%
Other Punctuation	10001	33.3%

Most frequent character per category

Value	Count	Frequency (%)
0	15303	76.5%
1	4698	23.5%
4	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
.	10001	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	30006	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	15303	51.0%
.	10001	33.3%
1	4698	15.7%
4	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30006	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	15303	51.0%
.	10001	33.3%
1	4698	15.7%
4	1	< 0.1%
6	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Freq
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	54
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.6280372
Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Memory size	39.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	12
Q3	24
95-th percentile	37
Maximum	56
Range	55
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.9684765
Coefficient of variation (CV)	0.8181874536
Kurtosis	-0.5911677056
Mean	14.6280372
Median Absolute Deviation (MAD)	9
Skewness	0.6951613237
Sum	146295
Variance	143.2444298
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3	857	8.6%
2	836	8.4%
4	789	7.9%
5	557	5.6%
1	541	5.4%
7	250	2.5%
6	239	2.4%
10	235	2.3%
12	233	2.3%
9	230	2.3%
Other values (44)	5234	52.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	541	5.4%
2	836	8.4%
3	857	8.6%
4	789	7.9%
5	557	5.6%
6	239	2.4%
7	250	2.5%
8	230	2.3%
9	230	2.3%
10	235	2.3%

Value	Count	Frequency (%)
56	1	< 0.1%
54	2	< 0.1%
53	1	< 0.1%
52	2	< 0.1%
50	7	0.1%
49	10	0.1%
48	8	0.1%
47	16	0.2%
46	19	0.2%
45	23	0.2%

Recency
Real number (ℝ_≥0)

Distinct	390
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	62.4068
Minimum	0
Maximum	549
Zeros	46
Zeros (%)	0.5%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	26
median	52
Q3	78
95-th percentile	99
Maximum	549
Range	549
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	69.87076151
Coefficient of variation (CV)	1.119601734
Kurtosis	20.95810519
Mean	62.4068
Median Absolute Deviation (MAD)	26
Skewness	4.165625545
Sum	624130.4068
Variance	4881.923314
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92	114	1.1%
64	113	1.1%
56	113	1.1%
9	113	1.1%
4	113	1.1%
27	111	1.1%
29	111	1.1%
24	110	1.1%
45	109	1.1%
13	108	1.1%
Other values (380)	8886	88.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	46	0.5%
1	103	1.0%
2	103	1.0%
3	100	1.0%
4	113	1.1%
5	79	0.8%
6	102	1.0%
7	94	0.9%
8	86	0.9%
9	113	1.1%

Value	Count	Frequency (%)
549	3	< 0.1%
547	1	< 0.1%
546	3	< 0.1%
543	1	< 0.1%
542	2	< 0.1%
540	1	< 0.1%
538	1	< 0.1%
537	1	< 0.1%
535	1	< 0.1%
534	1	< 0.1%

Monetary
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	723
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	622.5552
Minimum	6
Maximum	3052
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	6
5-th percentile	19
Q1	63
median	383
Q3	1077
95-th percentile	1916
Maximum	3052
Range	3046
Interquartile range (IQR)	1014

Descriptive statistics

Standard deviation	647.1029658
Coefficient of variation (CV)	1.039430665
Kurtosis	-0.07157312418
Mean	622.5552
Median Absolute Deviation (MAD)	344
Skewness	0.9760857124
Sum	6226174.555
Variance	418742.2484
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	171	1.7%
41	140	1.4%
20	120	1.2%
64	99	1.0%
42	98	1.0%
40	97	1.0%
65	84	0.8%
66	82	0.8%
92	64	0.6%
33	63	0.6%
Other values (713)	8983	89.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6	1	< 0.1%
7	2	< 0.1%
8	9	0.1%
9	15	0.1%
10	25	0.2%
11	29	0.3%
12	26	0.3%
13	34	0.3%
14	41	0.4%
15	29	0.3%

Value	Count	Frequency (%)
3052	1	< 0.1%
2938	1	< 0.1%
2936	1	< 0.1%
2878	1	< 0.1%
2823	1	< 0.1%
2821	1	< 0.1%
2707	1	< 0.1%
2706	1	< 0.1%
2705	2	< 0.1%
2704	2	< 0.1%

LTV
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	1209
Distinct (%)	12.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	209.0712
Minimum	-178
Maximum	1791
Zeros	269
Zeros (%)	2.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-178
5-th percentile	-19
Q1	-2
median	57
Q3	364
95-th percentile	828
Maximum	1791
Range	1969
Interquartile range (IQR)	366

Descriptive statistics

Standard deviation	291.9714406
Coefficient of variation (CV)	1.396516788
Kurtosis	1.540915322
Mean	209.0712
Median Absolute Deviation (MAD)	69
Skewness	1.446813413
Sum	2090921.071
Variance	85247.32213
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2	323	3.2%
0	269	2.7%
-3	253	2.5%
-4	241	2.4%
-1	241	2.4%
-5	218	2.2%
2	186	1.9%
1	182	1.8%
-6	162	1.6%
-7	148	1.5%
Other values (1199)	7778	77.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-178	1	< 0.1%
-168	1	< 0.1%
-160	1	< 0.1%
-147	2	< 0.1%
-138	1	< 0.1%
-137	1	< 0.1%
-134	1	< 0.1%
-124	3	< 0.1%
-123	1	< 0.1%
-117	2	< 0.1%

Value	Count	Frequency (%)
1791	1	< 0.1%
1608	1	< 0.1%
1588	1	< 0.1%
1583	1	< 0.1%
1549	1	< 0.1%
1515	1	< 0.1%
1513	1	< 0.1%
1510	1	< 0.1%
1496	1	< 0.1%
1478	1	< 0.1%

Perdeal
Real number (ℝ_≥0)

ZEROS

Distinct	99
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	32.3972
Minimum	0
Maximum	97
Zeros	144
Zeros (%)	1.4%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	25
Q3	56
95-th percentile	82
Maximum	97
Range	97
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	27.89569917
Coefficient of variation (CV)	0.8610527814
Kurtosis	-1.054017183
Mean	32.3972
Median Absolute Deviation (MAD)	22
Skewness	0.5192531345
Sum	324004.3972
Variance	778.1700322
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	885	8.8%
2	624	6.2%
3	359	3.6%
4	232	2.3%
5	195	1.9%
7	175	1.7%
6	164	1.6%
10	151	1.5%
9	147	1.5%
12	146	1.5%
Other values (89)	6923	69.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	144	1.4%
1	885	8.8%
2	624	6.2%
3	359	3.6%
4	232	2.3%
5	195	1.9%
6	164	1.6%
7	175	1.7%
8	139	1.4%
9	147	1.5%

Value	Count	Frequency (%)
97	1	< 0.1%
96	9	0.1%
95	3	< 0.1%
94	9	0.1%
93	31	0.3%
92	29	0.3%
91	20	0.2%
90	32	0.3%
89	48	0.5%
88	46	0.5%

Dryred
Real number (ℝ_≥0)

Distinct	100
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.3827
Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	11
Q1	32
median	51
Q3	69
95-th percentile	88
Maximum	99
Range	98
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	23.45264251
Coefficient of variation (CV)	0.4654899898
Kurtosis	-0.9261405286
Mean	50.3827
Median Absolute Deviation (MAD)	18
Skewness	-0.07844917351
Sum	503877.3827
Variance	550.0264407
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40	158	1.6%
55	158	1.6%
47	153	1.5%
70	153	1.5%
56	152	1.5%
41	151	1.5%
46	151	1.5%
57	149	1.5%
58	149	1.5%
48	148	1.5%
Other values (90)	8479	84.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2	< 0.1%
2	15	0.1%
3	27	0.3%
4	44	0.4%
5	51	0.5%
6	64	0.6%
7	63	0.6%
8	65	0.6%
9	76	0.8%
10	68	0.7%

Value	Count	Frequency (%)
99	1	< 0.1%
98	1	< 0.1%
97	9	0.1%
96	19	0.2%
95	25	0.2%
94	41	0.4%
93	59	0.6%
92	55	0.5%
91	66	0.7%
90	69	0.7%

Sweetred
Real number (ℝ_≥0)

ZEROS

Distinct	60
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.0545
Minimum	0
Maximum	75
Zeros	921
Zeros (%)	9.2%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	10
95-th percentile	23
Maximum	75
Range	75
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	7.866150885
Coefficient of variation (CV)	1.115054346
Kurtosis	5.771802544
Mean	7.0545
Median Absolute Deviation (MAD)	3
Skewness	2.061381057
Sum	70552.0545
Variance	61.87632975
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1458	14.6%
2	1131	11.3%
0	921	9.2%
3	867	8.7%
4	708	7.1%
5	645	6.4%
6	550	5.5%
7	447	4.5%
8	411	4.1%
9	317	3.2%
Other values (50)	2546	25.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	921	9.2%
1	1458	14.6%
2	1131	11.3%
3	867	8.7%
4	708	7.1%
5	645	6.4%
6	550	5.5%
7	447	4.5%
7.0545	1	< 0.1%
8	411	4.1%

Value	Count	Frequency (%)
75	1	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
65	1	< 0.1%
61	1	< 0.1%
59	1	< 0.1%
58	2	< 0.1%
55	1	< 0.1%
51	1	< 0.1%
50	1	< 0.1%

Drywh
Real number (ℝ_≥0)

Distinct	74
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.5213
Minimum	1
Maximum	74
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	19
median	28
Q3	37
95-th percentile	50
Maximum	74
Range	73
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	12.58332811
Coefficient of variation (CV)	0.4411905527
Kurtosis	-0.4266219477
Mean	28.5213
Median Absolute Deviation (MAD)	9
Skewness	0.3207923803
Sum	285241.5213
Variance	158.3401463
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	320	3.2%
22	314	3.1%
26	308	3.1%
27	297	3.0%
25	293	2.9%
19	287	2.9%
30	282	2.8%
31	281	2.8%
28	278	2.8%
29	274	2.7%
Other values (64)	7067	70.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	2	< 0.1%
3	14	0.1%
4	40	0.4%
5	59	0.6%
6	69	0.7%
7	92	0.9%
8	108	1.1%
9	145	1.4%
10	142	1.4%

Value	Count	Frequency (%)
74	2	< 0.1%
73	1	< 0.1%
72	1	< 0.1%
70	1	< 0.1%
69	3	< 0.1%
68	1	< 0.1%
67	1	< 0.1%
66	7	0.1%
65	5	< 0.1%
64	10	0.1%

Sweetwh
Real number (ℝ_≥0)

ZEROS

Distinct	60
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.0698
Minimum	0
Maximum	62
Zeros	909
Zeros (%)	9.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	10
95-th percentile	24
Maximum	62
Range	62
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	8.014682025
Coefficient of variation (CV)	1.13365046
Kurtosis	5.664414964
Mean	7.0698
Median Absolute Deviation (MAD)	3
Skewness	2.106884048
Sum	70705.0698
Variance	64.23512796
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1541	15.4%
2	1088	10.9%
0	909	9.1%
3	865	8.6%
4	746	7.5%
5	605	6.0%
6	550	5.5%
7	451	4.5%
8	376	3.8%
9	327	3.3%
Other values (50)	2543	25.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	909	9.1%
1	1541	15.4%
2	1088	10.9%
3	865	8.6%
4	746	7.5%
5	605	6.0%
6	550	5.5%
7	451	4.5%
7.0698	1	< 0.1%
8	376	3.8%

Value	Count	Frequency (%)
62	1	< 0.1%
61	1	< 0.1%
60	2	< 0.1%
59	1	< 0.1%
57	1	< 0.1%
56	2	< 0.1%
54	2	< 0.1%
52	3	< 0.1%
50	4	< 0.1%
49	1	< 0.1%

Dessert
Real number (ℝ_≥0)

ZEROS

Distinct	60
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.9474
Minimum	0
Maximum	77
Zeros	927
Zeros (%)	9.3%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	9
95-th percentile	23
Maximum	77
Range	77
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.87915181
Coefficient of variation (CV)	1.134115181
Kurtosis	6.670907124
Mean	6.9474
Median Absolute Deviation (MAD)	3
Skewness	2.203649513
Sum	69480.9474
Variance	62.08103324
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1495	14.9%
2	1110	11.1%
0	927	9.3%
3	917	9.2%
4	741	7.4%
5	577	5.8%
6	524	5.2%
7	496	5.0%
8	389	3.9%
9	345	3.4%
Other values (50)	2480	24.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	927	9.3%
1	1495	14.9%
2	1110	11.1%
3	917	9.2%
4	741	7.4%
5	577	5.8%
6	524	5.2%
6.9474	1	< 0.1%
7	496	5.0%
8	389	3.9%

Value	Count	Frequency (%)
77	1	< 0.1%
72	1	< 0.1%
62	1	< 0.1%
59	1	< 0.1%
58	2	< 0.1%
57	2	< 0.1%
56	1	< 0.1%
55	3	< 0.1%
52	2	< 0.1%
50	2	< 0.1%

Exotic
Real number (ℝ_≥0)

ZEROS

Distinct	98
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.5466
Minimum	0
Maximum	96
Zeros	104
Zeros (%)	1.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	4
median	10
Q3	23
95-th percentile	55
Maximum	96
Range	96
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	17.24680922
Coefficient of variation (CV)	1.042317408
Kurtosis	2.838649566
Mean	16.5466
Median Absolute Deviation (MAD)	7
Skewness	1.71371308
Sum	165482.5466
Variance	297.4524284
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	700	7.0%
1	615	6.1%
3	614	6.1%
4	573	5.7%
5	563	5.6%
6	467	4.7%
7	402	4.0%
8	377	3.8%
10	340	3.4%
9	332	3.3%
Other values (88)	5018	50.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	104	1.0%
1	615	6.1%
2	700	7.0%
3	614	6.1%
4	573	5.7%
5	563	5.6%
6	467	4.7%
7	402	4.0%
8	377	3.8%
9	332	3.3%

Value	Count	Frequency (%)
96	1	< 0.1%
95	1	< 0.1%
94	3	< 0.1%
93	2	< 0.1%
92	2	< 0.1%
91	4	< 0.1%
90	3	< 0.1%
89	5	< 0.1%
88	7	0.1%
87	2	< 0.1%

WebPurchase
Real number (ℝ_≥0)

Distinct	83
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	42.3762
Minimum	4
Maximum	88
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	4
5-th percentile	11
Q1	28
median	45
Q3	57
95-th percentile	69
Maximum	88
Range	84
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	18.52113586
Coefficient of variation (CV)	0.4370645754
Kurtosis	-1.037824579
Mean	42.3762
Median Absolute Deviation (MAD)	14
Skewness	-0.2635958551
Sum	423804.3762
Variance	343.0324736
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	238	2.4%
54	238	2.4%
57	235	2.3%
55	227	2.3%
58	217	2.2%
53	216	2.2%
13	215	2.1%
61	214	2.1%
60	209	2.1%
59	204	2.0%
Other values (73)	7788	77.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	1	< 0.1%
5	4	< 0.1%
6	15	0.1%
7	39	0.4%
8	57	0.6%
9	103	1.0%
10	142	1.4%
11	167	1.7%
12	184	1.8%
13	215	2.1%

Value	Count	Frequency (%)
88	1	< 0.1%
84	1	< 0.1%
83	1	< 0.1%
82	4	< 0.1%
81	3	< 0.1%
80	6	0.1%
79	8	0.1%
78	12	0.1%
77	14	0.1%
76	26	0.3%

WebVisit
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.216578342
Minimum	0
Maximum	10
Zeros	32
Zeros (%)	0.3%
Memory size	39.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	6
Q3	7
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.33034099
Coefficient of variation (CV)	0.4467182964
Kurtosis	-0.9934810938
Mean	5.216578342
Median Absolute Deviation (MAD)	2
Skewness	-0.2786309182
Sum	52171
Variance	5.430489131
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
7	1651	16.5%
6	1467	14.7%
8	1398	14.0%
5	1282	12.8%
4	1045	10.4%
3	946	9.5%
2	919	9.2%
1	749	7.5%
9	507	5.1%
0	32	0.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32	0.3%
1	749	7.5%
2	919	9.2%
3	946	9.5%
4	1045	10.4%
5	1282	12.8%
6	1467	14.7%
7	1651	16.5%
8	1398	14.0%
9	507	5.1%

Value	Count	Frequency (%)
10	5	< 0.1%
9	507	5.1%
8	1398	14.0%
7	1651	16.5%
6	1467	14.7%
5	1282	12.8%
4	1045	10.4%
3	946	9.5%
2	919	9.2%
1	749	7.5%

SMRack
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9183
1	817
817	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	9183	91.8%
1	817	8.2%
817	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9183	91.8%
1	817	8.2%
817	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

LGRack
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9304
1	696
696	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	9304	93.0%
1	696	7.0%
696	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9304	93.0%
1	696	7.0%
696	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9304	93.0%
1	696	7.0%
6	2	< 0.1%
9	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9304	93.0%
1	696	7.0%
6	2	< 0.1%
9	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9304	93.0%
1	696	7.0%
6	2	< 0.1%
9	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9304	93.0%
1	696	7.0%
6	2	< 0.1%
9	1	< 0.1%

Humid
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9183
1	817
817	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	9183	91.8%
1	817	8.2%
817	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9183	91.8%
1	817	8.2%
817	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9183	91.8%
1	818	8.2%
8	1	< 0.1%
7	1	< 0.1%

Spcork
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9318
1	682
682	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	9318	93.2%
1	682	6.8%
682	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9318	93.2%
1	682	6.8%
682	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9318	93.2%
1	682	6.8%
6	1	< 0.1%
8	1	< 0.1%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9318	93.2%
1	682	6.8%
6	1	< 0.1%
8	1	< 0.1%
2	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9318	93.2%
1	682	6.8%
6	1	< 0.1%
8	1	< 0.1%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9318	93.2%
1	682	6.8%
6	1	< 0.1%
8	1	< 0.1%
2	1	< 0.1%

Bucket
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9870
1	130
130	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	9870	98.7%
1	130	1.3%
130	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9870	98.7%
1	130	1.3%
130	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9871	98.7%
1	131	1.3%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9871	98.7%
1	131	1.3%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9871	98.7%
1	131	1.3%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9871	98.7%
1	131	1.3%
3	1	< 0.1%

Access
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	8009
1	1579
2	355
3	57
2460	1

Length

Max length	4
Median length	1
Mean length	1.00029997
Min length	1

Characters and Unicode

Total characters	10004
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	8009	80.1%
1	1579	15.8%
2	355	3.5%
3	57	0.6%
2460	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	8009	80.1%
1	1579	15.8%
2	355	3.5%
3	57	0.6%
2460	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	8010	80.1%
1	1579	15.8%
2	356	3.6%
3	57	0.6%
4	1	< 0.1%
6	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10004	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	8010	80.1%
1	1579	15.8%
2	356	3.6%
3	57	0.6%
4	1	< 0.1%
6	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10004	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	8010	80.1%
1	1579	15.8%
2	356	3.6%
3	57	0.6%
4	1	< 0.1%
6	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10004	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	8010	80.1%
1	1579	15.8%
2	356	3.6%
3	57	0.6%
4	1	< 0.1%
6	1	< 0.1%

Complain
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9888
1	112
112	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	9888	98.9%
1	112	1.1%
112	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9888	98.9%
1	112	1.1%
112	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9888	98.9%
1	114	1.1%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9888	98.9%
1	114	1.1%
2	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9888	98.9%
1	114	1.1%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9888	98.9%
1	114	1.1%
2	1	< 0.1%

Mailfriend
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	8981
1	1019
1019	1

Length

Max length	4
Median length	1
Mean length	1.00029997
Min length	1

Characters and Unicode

Total characters	10004
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Value	Count	Frequency (%)
0	8981	89.8%
1	1019	10.2%
1019	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	8981	89.8%
1	1019	10.2%
1019	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	8982	89.8%
1	1021	10.2%
9	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10004	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	8982	89.8%
1	1021	10.2%
9	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10004	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	8982	89.8%
1	1021	10.2%
9	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10004	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	8982	89.8%
1	1021	10.2%
9	1	< 0.1%

Emailfriend
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	566.6 KiB

0	9489
1	511
511	1

Length

Max length	3
Median length	1
Mean length	1.00019998
Min length	1

Characters and Unicode

Total characters	10003
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Value	Count	Frequency (%)
0	9489	94.9%
1	511	5.1%
511	1	< 0.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	9489	94.9%
1	511	5.1%
511	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	9489	94.9%
1	513	5.1%
5	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10003	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	9489	94.9%
1	513	5.1%
5	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	10003	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	9489	94.9%
1	513	5.1%
5	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10003	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	9489	94.9%
1	513	5.1%
5	1	< 0.1%

Rand
Real number (ℝ_≥0)

Distinct	10000
Distinct (%)	100.0%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.5021574211
Minimum	0.0002663478859
Maximum	0.9997207494
Zeros	0
Zeros (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.0002663478859
5-th percentile	0.05005658068
Q1	0.2495372499
median	0.5059135857
Q3	0.7520553178
95-th percentile	0.9499048046
Maximum	0.9997207494
Range	0.9994544015
Interquartile range (IQR)	0.5025180679

Descriptive statistics

Standard deviation	0.2900675656
Coefficient of variation (CV)	0.5776426942
Kurtosis	-1.206560432
Mean	0.5021574211
Median Absolute Deviation (MAD)	0.251060804
Skewness	-0.0153711596
Sum	5021.574211
Variance	0.08413919264
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7906005587	1	< 0.1%
0.4863396723	1	< 0.1%
0.08204805704	1	< 0.1%
0.5226202345	1	< 0.1%
0.006453955675	1	< 0.1%
0.3313218591	1	< 0.1%
0.7615032596	1	< 0.1%
0.5745886626	1	< 0.1%
0.4498233655	1	< 0.1%
0.4827474073	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0002663478859	1	< 0.1%
0.0003115648702	1	< 0.1%
0.0005014485086	1	< 0.1%
0.0006973985951	1	< 0.1%
0.0007356984281	1	< 0.1%
0.0008474315338	1	< 0.1%
0.000857395361	1	< 0.1%
0.0009136739878	1	< 0.1%
0.0009429212394	1	< 0.1%
0.0009759505306	1	< 0.1%

Value	Count	Frequency (%)
0.9997207494	1	< 0.1%
0.9997093883	1	< 0.1%
0.9996852413	1	< 0.1%
0.9996753332	1	< 0.1%
0.9995775665	1	< 0.1%
0.9995648565	1	< 0.1%
0.9994669678	1	< 0.1%
0.9993083316	1	< 0.1%
0.9989622226	1	< 0.1%
0.9988769275	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Custid	Dayswus	Age	Edu	Income	Kidhome	Teenhome	Freq	Recency	Monetary	LTV	Perdeal	Dryred	Sweetred	Drywh	Sweetwh	Dessert	Exotic	WebPurchase	WebVisit	SMRack	Spcork	Access	Mailfriend	Emailfriend	Rand
0	5325.0	653.0	55.0	20.0	78473.0	0.0	0.0	20	18.0	826.0	445.0	7.0	67.0	4.0	26.0	2.0	1.0	1.0	36.0	5	0	0	0	0	0	0.240092
1	3956.0	1041.0	75.0	18.0	105087.0	0.0	0.0	36	33.0	1852.0	539.0	2.0	49.0	0.0	46.0	1.0	3.0	0.0	20.0	4	0	1	0	0	0	0.435944
2	3681.0	666.0	18.0	12.0	27984.0	1.0	0.0	4	56.0	39.0	-7.0	88.0	4.0	29.0	14.0	32.0	21.0	48.0	60.0	8	0	0	0	0	0	0.350584
3	2829.0	1049.0	42.0	16.0	61748.0	1.0	1.0	2	46.0	37.0	-6.0	70.0	86.0	1.0	11.0	1.0	1.0	55.0	59.0	7	0	0	0	1	1	0.594082
4	8788.0	837.0	47.0	16.0	65789.0	0.0	1.0	2	3.0	36.0	4.0	35.0	85.0	0.0	12.0	2.0	1.0	28.0	63.0	6	0	0	0	0	0	0.782248
5	4356.0	916.0	54.0	20.0	76751.0	0.0	0.0	17	17.0	658.0	185.0	4.0	62.0	7.0	27.0	4.0	0.0	30.0	36.0	5	0	0	0	1	0	0.726999
6	7003.0	874.0	42.0	15.0	51644.0	1.0	1.0	2	19.0	33.0	-5.0	74.0	75.0	1.0	22.0	0.0	2.0	23.0	44.0	5	1	0	1	1	0	0.464131
7	1815.0	1063.0	70.0	16.0	83942.0	0.0	0.0	29	20.0	1407.0	440.0	4.0	40.0	3.0	45.0	3.0	9.0	2.0	13.0	2	0	0	0	0	0	0.022904
8	9139.0	853.0	26.0	17.0	33186.0	1.0	1.0	2	86.0	21.0	-6.0	89.0	23.0	16.0	40.0	11.0	11.0	30.0	66.0	8	0	0	0	0	0	0.333297
9	6511.0	881.0	53.0	17.0	88538.0	0.0	1.0	17	12.0	651.0	195.0	16.0	88.0	2.0	9.0	1.0	1.0	11.0	39.0	5	0	0	0	0	0	0.870078

Last rows

	Custid	Dayswus	Age	Edu	Income	Kidhome	Teenhome	Freq	Recency	Monetary	LTV	Perdeal	Dryred	Sweetred	Drywh	Sweetwh	Dessert	Exotic	WebPurchase	WebVisit	SMRack	LGRack	Humid	Spcork	Bucket	Access	Complain	Mailfriend	Emailfriend	Rand
9991	8810.0	868.000	48.0000	18.0000	72973.000	0.0000	1.0000	11	64.0000	350.0000	33.0000	41.0000	91.0000	1.0000	5.0000	1.0000	2.0000	16.0000	38.0000	4	0	0	0	0	0	0	0	0	0	0.118905
9992	9745.0	1174.000	25.0000	18.0000	35468.000	1.0000	0.0000	3	38.0000	65.0000	-3.0000	60.0000	62.0000	4.0000	30.0000	0.0000	4.0000	4.0000	68.0000	9	0	0	0	0	0	0	0	0	0	0.935576
9993	8720.0	1097.000	44.0000	16.0000	58191.000	1.0000	1.0000	6	65.0000	152.0000	-19.0000	70.0000	52.0000	4.0000	34.0000	5.0000	5.0000	2.0000	46.0000	7	0	0	0	0	0	0	0	0	0	0.524598
9994	7989.0	774.000	43.0000	18.0000	42853.000	1.0000	1.0000	4	33.0000	59.0000	-17.0000	90.0000	73.0000	1.0000	25.0000	1.0000	0.0000	7.0000	67.0000	8	0	0	0	0	0	0	0	0	0	0.762488
9995	1383.0	1132.000	57.0000	20.0000	81033.000	0.0000	1.0000	19	59.0000	776.0000	187.0000	22.0000	78.0000	0.0000	20.0000	1.0000	1.0000	11.0000	27.0000	4	1	0	0	0	0	1	0	1	0	0.820415
9996	4070.0	596.000	66.0000	15.0000	84714.000	0.0000	0.0000	18	45.0000	720.0000	391.0000	5.0000	30.0000	12.0000	36.0000	10.0000	12.0000	13.0000	18.0000	2	0	0	0	0	0	0	0	0	0	0.905248
9997	7909.0	619.000	18.0000	12.0000	40466.000	0.0000	0.0000	3	65.0000	47.0000	5.0000	23.0000	6.0000	24.0000	10.0000	38.0000	22.0000	41.0000	58.0000	5	0	0	0	0	0	0	0	0	0	0.679388
9998	4158.0	1107.000	33.0000	16.0000	53661.000	1.0000	0.0000	1	368.0000	15.0000	2.0000	35.0000	18.0000	13.0000	45.0000	11.0000	13.0000	13.0000	60.0000	6	0	0	0	0	0	0	0	0	0	0.016766
9999	4914.0	979.000	55.0000	16.0000	94926.000	0.0000	1.0000	25	28.0000	1148.0000	293.0000	7.0000	63.0000	10.0000	13.0000	11.0000	3.0000	4.0000	34.0000	5	0	0	0	0	0	0	0	0	0	0.362494
10000	NaN	898.102	47.9273	16.7391	69904.358	0.4188	0.4698	14	62.4068	622.5552	209.0712	32.3972	50.3827	7.0545	28.5213	7.0698	6.9474	16.5466	42.3762	5	817	696	817	682	130	2460	112	1019	511	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions